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    Quick Answer

    • Supports prompt-based text-to-image workflows for marketing and creative assets.
    • Supports reference-guided generation for stronger style consistency.
    • Stabilize parameters in this guide first, then move into production API.

    Key Parameters

    • model | string | required | gpt-image-2.6-flare | - | Exact model identifier from ToAPIs.
    • prompt | string | required | - | - | Primary image instruction prompt.
    • size | string | optional | 1:1 | - | Output aspect ratio, model-dependent.
    • n | integer | optional | 1 | - | Number of generated images per request.
    • reference_images | file[] | optional | - | - | Reference images for style consistency.

    Common Errors

    • 400 invalid_request_error: trigger=Missing or invalid payload fields.; fix=Validate model/prompt/size payload fields.; retry=Retry only after payload fix.
    • 401 authentication_error: trigger=Missing or invalid API key.; fix=Verify Authorization header and key scope.; retry=Retry after authentication fix.
    OpenAI logo

    GPT-Image-2.6

    Commercial use

    Generate 50% faster with Flare, or edit with Sunburst for consistent characters, products, and brand details. GIF, SVG, markup edits, and complexity control are now in the API.

    Model Type:
    Pricing: Low $4/1M total tokens
    Text input $4/1M total tokens· Cached text input $1/1M total tokens· Image input $6.4/1M total tokens· Cached image input $1.6/1M total tokens· Image output $24/1M total tokens
    PlaygroundExamplesSimilarREADMEAPI
    1

    Describe your image

    Reference images

    Describe the image you want to generate.154 / 1200

    Advanced options

    Example params
    2

    Your generated result

    Example result
    View API DocsGet API Key

    Generation takes some time. Please wait.You can leave this page. [ Task Logs ] lets you check the generated content directly.

    Request preview

    {
      "model": "gpt-image-2.6-flare-official",
      "prompt": "Create a premium product campaign image: a cobalt blue ceramic vase on a warm oak table, soft window light, crisp label typography, editorial composition.",
      "size": "4:5",
      "n": 1,
      "response_format": "b64_json",
      "metadata": {
        "resolution": "1K",
        "orientation": "portrait"
      },
      "quality": "high",
      "complexity": "medium",
      "output_format": "png"
    }

    50%

    Faster generation

    ~6s

    Flare low-quality drafts

    4K

    Max output resolution

    GIF + SVG

    New output formats

    Generated examples

    Explore what GPT-Image-2.6 can create

    Create with this model
    GPT-Image-2.6 Sunburst paper-cut football scene at medium complexity

    GPT-Image-2.6 #1

    GPT-Image-2.6 Flare markup-guided kitchen edit with a recolored vase

    GPT-Image-2.6 #2

    GPT-Image-2.6 Sunburst animated GIF of a monkey lifting a lantern

    GPT-Image-2.6 #3

    Transparent pricing

    ToAPIs vs Official GPT-Image-2.6 Pricing

    Same image model capability, lower generation cost, free credits on signup.

    Top up credits

    Text input

    ToAPIs

    $4

    1M total tokens

    Cached text input

    ToAPIs

    $1

    1M total tokens

    Image input

    ToAPIs

    $6.4

    1M total tokens

    Cached image input

    ToAPIs

    $1.6

    1M total tokens

    Image output

    ToAPIs

    $24

    1M total tokens

    Estimated charge · 1K

    ToAPIs

    $0.003216

    image

    Estimated charge · 2K

    ToAPIs

    $0.003528

    image

    Estimated charge · 4K

    ToAPIs

    $0.008904

    image

    SpecificationToAPIs priceBilling basis
    Text input

    ToAPIs

    $4

    1M total tokens

    1M total tokens
    Cached text input

    ToAPIs

    $1

    1M total tokens

    1M total tokens
    Image input

    ToAPIs

    $6.4

    1M total tokens

    1M total tokens
    Cached image input

    ToAPIs

    $1.6

    1M total tokens

    1M total tokens
    Image output

    ToAPIs

    $24

    1M total tokens

    1M total tokens
    Estimated charge · 1K

    ToAPIs

    $0.003216

    image

    image
    Estimated charge · 2K

    ToAPIs

    $0.003528

    image

    image
    Estimated charge · 4K

    ToAPIs

    $0.008904

    image

    image

    Official comparison uses GPT-Image-2.6 high-quality estimates from OpenAI's token calculator. Actual cost varies by quality, size, and complexity. Final billing follows ToAPIs account pricing.

    Why ToAPIs

    Why use ToAPIs for GPT-Image-2.6?

    Keep GPT-Image-2.6 quality while lowering image generation costs and using one API key across more models.

    Lower per-image pricing

    Generate 1K, 2K, and 4K images at a lower listed cost than official pricing.

    Free credits first

    New users get 10 credits to test prompts before topping up.

    Unified API access

    Use one ToAPIs account and API key across image, video, and language models.

    Start generating in three steps

    Test in the page, then move the same model into your production workflow.

    1. 1

      Try a prompt

      Use the playground to validate quality, text rendering, and style fit.

    2. 2

      Create an API key

      Sign up, open Dashboard, and create a token for GPT-Image-2.6 requests.

    3. 3

      Ship your workflow

      Call the image endpoint, poll async task status, and top up credits as usage grows.

    Built for image generation teams

    Ads and social creatives

    Produce campaign concepts, thumbnails, posters, and localized image variants.

    Product visuals

    Generate product-style shots, merchandising scenes, and reference-guided variations.

    Developer pipelines

    Add async image generation to agents, CMS tools, and batch creative systems.

    FAQ

    GPT-Image-2.6 FAQ

    What is the difference between Flare and Sunburst?

    Flare is optimized for fast iteration and can generate low-quality drafts in about six seconds. Sunburst prioritizes detail and edit consistency at medium or high quality.

    Is GPT-Image-2.6 faster than 2.5?

    OpenAI says Images 2.6 generates images 50% faster than the previous generation. Actual latency depends on quality, size, complexity, and queue load.

    Does GPT-Image-2.6 support GIF and SVG?

    Yes. Set output_format to gif or svg on the image generation endpoint. GIF and SVG are generation-only; the image edit endpoint does not support them.

    What does complexity do?

    complexity controls how much the model plans before rendering. Use low for focused edits and high for dense text or complex layouts. It does not add a separate fee.

    How is GPT-Image-2.6 priced?

    Official image output is $30 per 1M tokens, with image input at $8 per 1M and text input at $5 per 1M. ToAPIs shows a live SKU quote before you generate; final billing follows your account price.

    Can I edit an image with markup?

    Yes. Send a transparent PNG annotation layer as markup to /v1/images/edits. The overlay must match the first image's dimensions; markup cannot be combined with mask or prompt_rewriter.

    GPT-Image-2.6 API

    Generate your first GPT-Image-2.6 image on ToAPIs

    Start with free credits, compare the output, then get an API key when you are ready to scale.

    Start for freeView API Docs

    New here? Sign up and get 10 free credits to try GPT-Image-2.6 now!

    Explore the power of AI image generation with zero risk.

    Sign up to get free credits
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